Releases · koulakis/manifold-microscope

Release notes:
This release makes the paper experiments easier to reproduce and adds CPU support, fixes and practical documentation.

Add commands for reproducing Figures 3–6, covering fitting, evaluation, inference, geometric analysis and PNG/PDF generation.
Provide full and reduced Figure 4 recipes, plus per-layer Figure 6 recovery for machines with limited RAM.
Add CPU support for grid geometry and explicit device controls for experiments.
Make batched thin SVD the default MMLS projector; preserve the original implementation through --projection-method original.
Fix numerical, dataset-splitting and checkpoint-handling issues, and preserve existing outputs with completion guards.
Expand regression coverage and documentation for custom grids, datasets, MMLS and beta-VAE workflows.
Recorded CPU validation: 138 tests passed, 7 optional slow tests skipped.
Paper reproduction is not fully seeded, so plots may vary slightly between runs. They should retain similar shapes and values in comparable ranges. Figure 4 was checked using six training sizes and one repetition; the full recipe remains available but has not been rerun.
Install with experiment dependencies:
pip install "manifold-microscope[benchmark]==0.1.0"

Navigation Menu